GBE — Generative Being Externalized

Can a small, zero-training detector find structure in streams without knowing what it’s looking at?

This is a runnable test of that question. No neural network. No labels. No domain-specific rules. Just merge, prune, and read the survivors.

Start in 5 Minutes 

git clone https://github.com/JackeyLGene/GBE.git
cd GBE
python docs\quickstart_geruon.py
python docs\quickstart_ee_self.py
  • quickstart_geruon.py — solo Geruon, prints tau, F, wit_rate, arrow norm
  • quickstart_ee_self.py — 3-cavity Self, prints cross-harm time series
  • No pip install required. Python 3.8+ stdlib only.

After the quickstarts, read the manuals in order.

Demos

Two runnable demos from the same instrument.

Demo Type Script Video
Sine Boundary Detection 3-Cavity Self demo_self_sine.py Substack
Bach C Major Prelude Solo Geruon demo_geruon_bach.py Substack

A third bridge experiment — Shepard Paradox — is an honest negative: the instrument is immune to perceptual illusions that lack physical structure.

What This Is

GBE is a centroid detector with memory pressure. Two operations — merge similar frames, prune unreinforced frames — converge streams into structural centroids under finite memory.

Domain Core result Limitations
UN diplomatic voting 2025 displacement rank 1/79; falsifiable 2026-2028 79 data points; forward prediction unverified
Bach WTC Transposition equivariance 100%; Codex selection loop Codex operation scaffolded
DNA alignments Exon/intron d=-0.97; AHSG fork d=+1.51 AHSG: single-gene calibration
RNA transcripts CDS stop 98-100% within three windows CDS start 66%; passive detection only

The Trilogy

Paper Role
I: GEME Static self-reference
II: BGM Time enters the bridge
III: EE Externalized cognition

Reproducibility

  • Quickstarts: zero dependencies, Python 3.8+ stdlib only.
  • demo/ and experiments/shepard/ scripts are runnable bridge examples.
  • Frozen experiment scripts under experiments/.
  • Domain experiments may require numpy, pandas, pyarrow, or pybigtools.
  • Fastest review path: run both quickstarts → skim Geruon Manual → inspect one experiment track.